cesarean OR c-section, Twitter, 8/6/2021 2:48:48 PM, 259584


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cesarean OR c-section_2021-08-06_06-14-38.xlsx
cesarean OR c-section_2021-08-06_06-14-38.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2021
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3ytTx5F
@cerebrone
@bleacherreport
@cleavon_md
@suzeqknits
@dalocoengineer
@chismo2701
@drjengunter
@mozeez_marcus
@dr_kelewele7
@vincredible__

Top hashtags:
#covid19
#turkey
#england
#watch
#cesarean
#pregnancy
#birth

Description:
Description
The graph represents a network of 8,525 Twitter users whose tweets in the requested range contained "cesarean OR c-section", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 06 August 2021 at 13:26 UTC.

The requested start date was Friday, 06 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 9-day, 17-hour, 42-minute period from Tuesday, 27 July 2021 at 06:15 UTC to Thursday, 05 August 2021 at 23:57 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 8525
Unique Edges : 4232
Edges With Duplicates : 12198
Total Edges : 16430
Number of Edge Types : 5
Replies to : 1049
Retweet : 5244
MentionsInRetweet : 6379
Mentions : 2595
Tweet : 1163
Self-Loops : 1184
Reciprocated Vertex Pair Ratio : 0.0127128263337117
Reciprocated Edge Ratio : 0.0251064783680789
Connected Components : 1703
Single-Vertex Connected Components : 788
Maximum Vertices in a Connected Component : 4345
Maximum Edges in a Connected Component : 11050
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.297367
Graph Density : 0.00012277908434491
Modularity : 0.545538
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,525 Twitter users whose tweets in the requested range contained "cesarean OR c-section", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 06 August 2021 at 13:26 UTC.

The requested start date was Friday, 06 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 9-day, 17-hour, 42-minute period from Tuesday, 27 July 2021 at 06:15 UTC to Thursday, 05 August 2021 at 23:57 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : cesarean OR c-section
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://www.indiatoday.in/india/story/up-woman-dies-after-doctors-leave-piece-of-cloth-in-stomach-during-csection-1833950-2021-07-29
[13] https://www.youtube.com/watch?v=r_eMkiSMu24&feature=youtu.be

[10] https://twitter.com/whyamihereb/status/1420766462856290304
[9] https://www.nytimes.com/2021/07/21/magazine/c-section.html
[9] https://www.ajog.org/article/S0002-9378(21)00797-3/fulltext
[7] https://www.usatoday.com/story/news/health/2021/08/05/unvaccinated-mom-covid-gives-birth-then-goes-ventilator-sc/5485996001/
[7] http://www.msn.com/en-us/news/us/mom-who-wanted-covid-19-vaccine-after-pregnancy-goes-on-ventilator-after-emergency-c-section/ar-AAMZaNZ?ocid=st
[6] https://www.nytimes.com/2021/07/21/magazine/c-section.html?smid=tw-share
[6] https://Vitalant.org/
[5] https://www.newsweek.com/man-performs-heroic-c-section-dying-turtle-save-babies-1615558

Top URLs in Tweet in G2:
[13] https://www.youtube.com/watch?v=r_eMkiSMu24&feature=youtu.be

[8] https://twitter.com/whyamihereb/status/1420766462856290304
[6] https://Vitalant.org/
[4] https://www.nytimes.com/2021/07/21/magazine/c-section.html?smid=tw-share
[4] https://communityhealthok.org/
[4] https://apple.news/AQDMXdLvHQR2bwqRGrIy-Pw
[3] https://twitter.com/SassyE/status/1419743606668070915
[3] https://twitter.com/sassye/status/1419743606668070915
[3] https://www.newsbreak.com/news/0bCuQ8tN/woman-who-didnt-want-to-get-covid-vaccine-because-she-was-pregnant-had-to-have-nine-blood-transfusions-and-a-c-section-after-catching-the-virus-days-before-her-due-date?s=oldSite&ss=a2
[3] https://spitupandsitups.com/c-section-recovery-must-haves/

Top URLs in Tweet in G3:
[4] http://www.msn.com/en-us/news/us/mom-who-wanted-covid-19-vaccine-after-pregnancy-goes-on-ventilator-after-emergency-c-section/ar-AAMZaNZ?ocid=st
[1] https://noticias.canaltro.com/tristeza-en-el-hospital-de-malaga-trabajadora-embarazada-murio-por-covid-19/
[1] https://cnn.iprima.cz/lenka-byla-vzdy-velmi-zdrava-stale-nemohu-uverit-ze-zemrela-popsal-jeji-manzel-19346
[1] https://www.theguardian.com/world/2020/nov/13/mary-agyeiwaa-agyapong-bereaved-ernest-boateng-pregnant-women-covid
[1] https://haberdairesi.com/turkiye/koronavirusten-olen-hamile-ogretmenin-bebegi-sezaryenle-kurtarildi-47893h
[1] https://www.gazeterize.com/haberde-insan/korona-virus-anne-ve-bebegini-ayirdi-h14239145.html
[1] https://www.egetelgraf.com/6-aylik-hamile-olan-hakim-ebru-us-aykas-koronavirusten-oldu-bebegi-yogun-bakimda/
[1] https://www.theguardian.com/world/2020/apr/17/uk-woman-dies-from-coronavirus-eight-days-after-giving-birth-salina-shaw
[1] https://www.herald-dispatch.com/news/community-rallies-to-help-newborn-family-in-wake-of-covid-19-death/article_05ca6e61-aebc-5973-8759-3b6d61b51a53.html
[1] https://www.tiempodesanjuan.com/sanjuan/2021/6/17/asi-despidieron-en-las-redes-daniela-casu-otra-joven-madre-que-se-llevo-el-coronavirus-315907.html

Top URLs in Tweet in G5:
[1] https://www.newstalk.com/news/partners-to-be-allowed-attend-12-week-maternity-scans-and-c-sections-hse-1235322
[1] https://twitter.com/Tocophobie/status/1421919023499993089
[1] https://twitter.com/nataliebritton4/status/1419959835622248449

Top URLs in Tweet in G7:
[1] https://threadreaderapp.com/thread/1421491262226534400.html

Top URLs in Tweet in G9:
[1] https://www.theguardian.com/lifeandstyle/2014/dec/12/symphysiotomy-irelands-brutal-alternative-to-caesareans

Top URLs in Tweet in G10:
[1] https://www.youtube.com/watch?v=VWzHtn8uJhk&feature=youtu.be

[1] https://twitter.com/Eng_Malo/status/1423351494309470217

Top Domains
Top Domains in Tweet in Entire Graph:
[139] twitter.com
[27] youtube.com
[23] indiatoday.in
[15] nytimes.com
[13] ajog.org
[12] co.uk
[11] co.za
[10] msn.com
[9] usatoday.com
[7] newsbreak.com

Top Domains in Tweet in G2:
[80] twitter.com
[17] youtube.com
[9] co.za
[7] co.uk
[6] nytimes.com
[6] vitalant.org
[6] newsbreak.com
[5] apple.news
[5] usatoday.com
[4] communityhealthok.org

Top Domains in Tweet in G3:
[4] msn.com
[3] twitter.com
[2] theguardian.com
[1] canaltro.com
[1] iprima.cz
[1] haberdairesi.com
[1] gazeterize.com
[1] egetelgraf.com
[1] herald-dispatch.com
[1] tiempodesanjuan.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] newstalk.com

Top Domains in Tweet in G7:
[1] threadreaderapp.com

Top Domains in Tweet in G9:
[1] theguardian.com

Top Domains in Tweet in G10:
[1] youtube.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[103] covid19
[37] turkey
[37] england
[25] watch
[19] cesarean
[18] pregnancy
[18] birth
[15] csection
[15] turtle
[15] uttarpradesh



Top Hashtags in Tweet in G2:
[15] pregnancy
[10] pregnant
[8] csection
[8] fertility
[7] postpartum
[6] baby
[6] newborn
[6] pregnantbelly
[6] motherhood
[6] love

Top Hashtags in Tweet in G3:
[92] covid19
[34] turkey
[32] england
[10] soulslosttocovid
[5] westvirginia
[3] argentina
[2] colombia
[2] slovakia

Top Hashtags in Tweet in G4:
[4] england
[1] covid19

Top Hashtags in Tweet in G5:
[25] watch
[1] vmnews
[1] covidireland
[1] covid19
[1] bettermaternitycare

Top Hashtags in Tweet in G6:
[2] olympian
[1] moms
[1] babies
[1] tokyo2020
[1] motherathletes
[1] teamusa
[1] olympics

Top Hashtags in Tweet in G8:
[3] turkey
[1] england
[1] westvirginia
[1] argentina

Top Hashtags in Tweet in G9:
[1] mybodymychoice

Top Words
Top Words in Tweet in Entire Graph:
[5505] section
[2085] baby
[1821] 31
[1757] pregnant
[1508] birth
[1195] emergency
[1157] gave
[1120] weeks
[1104] didn
[1079] come

Top Words in Tweet in G1:
[1052] section
[1034] shelly
[1033] medal
[1033] ann
[1033] expected
[1033] come
[1032] didn
[1032] gold
[1032] inspiration
[1032] gave

Top Words in Tweet in G2:
[773] section
[143] baby
[138] cesarean
[119] birth
[78] emergency
[76] pregnant
[61] having
[58] one
[54] hospital
[53] first

Top Words in Tweet in G3:
[715] weeks
[695] 30
[692] 31
[688] brianna
[687] justus
[678] cleavon_md
[657] became
[634] pregnant
[632] covid
[632] section

Top Words in Tweet in G4:
[691] pregnant
[682] baby
[662] suzeqknits
[652] woman
[567] doctors
[566] sat
[566] car
[566] cried
[566] before
[566] driving

Top Words in Tweet in G5:
[581] section
[551] nataliebritton4
[550] donnellystephen
[546] husband
[544] hi
[542] having
[542] aug
[542] 19th
[542] vaccinated
[542] pcr

Top Words in Tweet in G6:
[400] felix
[399] fight
[399] life
[398] see
[398] track
[398] hope
[398] understand
[398] 2018
[398] allyson
[398] suffered

Top Words in Tweet in G7:
[763] 18
[734] years
[395] section
[382] ago
[382] drjengunter
[350] boys
[350] old
[350] today
[350] brother
[350] hospital

Top Words in Tweet in G8:
[147] pregnant
[145] covid
[145] baby
[144] teprutledge
[144] weeks
[144] emergency
[142] husband
[142] admin
[142] assistant
[142] contracted

Top Words in Tweet in G9:
[40] section
[37] quidrises
[37] jesus_is_g_d
[36] emsops
[34] vixmcintyre
[34] pro13a
[34] aquariangoat79
[33] vincegottalotta
[32] notabrokenthing
[30] adorablepodcast

Top Words in Tweet in G10:
[113] section
[86] help
[84] mother
[64] baby
[64] anyone
[63] eng_malo
[63] sad
[63] sacrifice
[63] unborn
[63] pay

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1135] gave,birth
[1044] shelly,ann
[1041] section,gave
[1037] didn,gold
[1037] gold,medal
[1037] medal,shelly
[1037] ann,inspiration
[1037] inspiration,section
[1037] birth,31
[1037] 31,expected

Top Word Pairs in Tweet in G1:
[1033] shelly,ann
[1032] didn,gold
[1032] gold,medal
[1032] medal,shelly
[1032] ann,inspiration
[1032] inspiration,section
[1032] section,gave
[1032] gave,birth
[1032] birth,31
[1032] 31,expected

Top Word Pairs in Tweet in G2:
[67] emergency,section
[40] cesarean,section
[37] section,scar
[24] having,section
[22] section,baby
[19] cesarean,delivery
[19] during,section
[16] giving,birth
[16] risk,section
[15] section,recovery

Top Word Pairs in Tweet in G3:
[687] brianna,justus
[687] 30,weeks
[622] weeks,pregnant
[621] pregnant,became
[613] covid,prompting
[611] prompting,emergency
[606] ill,covid
[605] emergency,section
[602] became,ill
[600] section,baby

Top Word Pairs in Tweet in G4:
[652] pregnant,woman
[566] sat,car
[566] car,cried
[566] cried,baby
[566] baby,before
[566] before,driving
[566] driving,home
[566] home,pregnant
[566] woman,critical
[566] critical,doctors

Top Word Pairs in Tweet in G5:
[542] hi,donnellystephen
[542] donnellystephen,having
[542] having,section
[542] section,aug
[542] aug,19th
[542] 19th,husband
[542] husband,vaccinated
[542] vaccinated,pcr
[542] pcr,test
[542] test,17th

Top Word Pairs in Tweet in G6:
[398] see,track
[398] track,hope
[398] hope,understand
[398] understand,fight
[398] fight,2018
[398] 2018,allyson
[398] allyson,felix
[398] felix,suffered
[398] suffered,life
[397] bleacherreport,see

Top Word Pairs in Tweet in G7:
[732] 18,years
[382] years,ago
[350] boys,18
[350] years,old
[350] old,today
[350] today,18
[350] ago,brother
[350] brother,hospital
[350] hospital,morgue
[349] morgue,section

Top Word Pairs in Tweet in G8:
[144] weeks,pregnant
[142] husband,admin
[142] admin,assistant
[142] assistant,contracted
[142] contracted,covid
[142] covid,35
[142] 35,weeks
[142] pregnant,took
[142] took,baby
[142] baby,emergency

Top Word Pairs in Tweet in G9:
[34] vixmcintyre,pro13a
[33] quidrises,aquariangoat79
[30] jesus_is_g_d,notabrokenthing
[26] aquariangoat79,jesus_is_g_d
[26] _kel_varnsen_,lovellastroude
[26] imthebi_inbitch,rickysi16087724
[26] rickysi16087724,scarlet_lauco
[25] 1quetzalcoatl1,brian_alford
[25] schmevil,henriziolkowski
[25] shsh47678048,epitomeof3

Top Word Pairs in Tweet in G10:
[64] baby,anyone
[63] sad,mother
[63] mother,sacrifice
[63] sacrifice,unborn
[63] unborn,baby
[63] anyone,help
[63] help,pay
[63] pay,section
[63] section,loving
[63] loving,people

Top Replied-To
Top Replied-To in Entire Graph:
@emsops
@morninggloria
@melsap66
@nataliebritton4
@nhsmillion
@whyamihereb
@kathygriffin
@mamainaugust
@sapienwoman
@sassye

Top Replied-To in G1:
@adegbiji_
@rissa46172159

Top Replied-To in G2:
@brycegirl

Top Replied-To in G3:
@amonghounds
@cleavon_md
@lauratrags
@lacadri34

Top Replied-To in G4:
@suzeqknits
@cclaremdmph
@ladyinterlocks
@khanaftab9003

Top Replied-To in G5:
@nataliebritton4
@fionakenny1
@paddykgriffin

Top Replied-To in G6:
@allysonfelix
@mamamorgann

Top Replied-To in G7:
@drjengunter
@david_darmofal
@darn_if_i_know
@zabstaff

Top Replied-To in G8:
@teprutledge
@rosasart35
@lactuloselady
@donnacar62
@uppityhobbit

Top Replied-To in G9:
@emsops
@sapienwoman
@medwoman1
@meljonesladadee
@jencages
@audreyy_kaye
@adorablepodcast
@ahrehead
@janekn0wsbest
@acneonmyshirt

Top Replied-To in G10:
@nnyamukondewa

Top Mentioned
Top Mentioned in Entire Graph:
@cerebrone
@cleavon_md
@suzeqknits
@donnellystephen
@nataliebritton4
@bleacherreport
@drjengunter
@teprutledge
@susanschutte2
@enselljudith

Top Mentioned in G1:
@cerebrone
@kwahmi
@kamshmere
@tallsomelee

Top Mentioned in G2:
@murk361
@whoagurtt
@zaee_p
@llamswerdna
@sameepshastri

Top Mentioned in G3:
@cleavon_md
@susanschutte2
@kdl0888
@amonghounds
@grahamwalker
@wisepaxcat
@seahawks12girl
@fit
@drjengunter

Top Mentioned in G4:
@suzeqknits
@enselljudith
@cleavon_md
@elizzosaurusrex
@bonstempsroule
@halehawk
@susanschutte2
@khanaftab9003

Top Mentioned in G5:
@donnellystephen
@nataliebritton4
@virginmedianews
@perinatal_sig
@emercorcoran1
@ciaranmcp
@fionakenny1
@brendanjoseph_
@nicole_gernon
@cerebrone

Top Mentioned in G6:
@bleacherreport
@_meegannnn
@allysonfelix
@cerebrone
@cleavon_md
@suzeqknits
@nevabeenyonegro
@marchofdimes
@sanyarichiross
@marchofdimesceo

Top Mentioned in G7:
@drjengunter
@cleavon_md
@suzeqknits
@geechee4kamala
@reginamichele5
@david_darmofal
@bleacherreport
@nursekelsey
@mackaracka

Top Mentioned in G8:
@teprutledge
@exnihilo_
@cleavon_md
@suzeqknits
@1soonerredhead
@nrlapoint
@morgonauthor

Top Mentioned in G9:
@quidrises
@jesus_is_g_d
@vixmcintyre
@pro13a
@aquariangoat79
@vincegottalotta
@notabrokenthing
@adorablepodcast
@notaskeptic
@alkivari

Top Mentioned in G10:
@eng_malo
@edmundkudzayi
@ndimlounathi
@realmedicaldoc
@tapiwanaishee
@nnyamukondewa

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@dichristine
@stephenoflyf
@sgh_rts
@pairsonnalitesa
@cagney1991
@7b73f39b85e1415
@britpoptarts
@baarahk
@bannerite

Top Tweeters in G1:
@stephenoflyf
@itseffinjas
@koluwasegun_
@floochowsky
@esnesy
@nerdy_ian
@champagnephilly
@tossin_o
@2amongsfrippies
@mzlianne

Top Tweeters in G2:
@pairsonnalitesa
@ginalawriw
@toicitiesnews
@_globalcareers
@chetraideratl
@isearch247
@gumboqueen3030
@pastorabharris
@scarijuana
@googlenewspost

Top Tweeters in G3:
@dichristine
@cagney1991
@7b73f39b85e1415
@washumom
@viralvideovlogs
@brontyman
@morgfair
@sherrikuczeryk
@pgrandee10
@jot_au

Top Tweeters in G4:
@britpoptarts
@bannerite
@netminnow
@jamestoupin
@sar_oso
@firefire100
@joekoffee
@patricklee6669
@jcmarbury
@straitarrow10

Top Tweeters in G5:
@adunlea
@mariebrod
@wickedfairysad
@sharrow_irl
@brianypaulbria1
@maura2e2_
@siobhanryan26
@janeruffino
@claredaisy
@okeeffelynn

Top Tweeters in G6:
@southbeachsheed
@liverpotlian
@only4rm
@lnorrisatl
@ojthenigerian
@billsmafia178
@redz041
@ayeeety_
@prcowboys
@tsddrake

Top Tweeters in G7:
@fieryreddragon
@solomankarl
@wismiss3
@hardknoxfirst
@bbkenn92
@nitenitemelissa
@dunnclan
@1feralkat
@donnadiane1970
@enidlogan

Top Tweeters in G8:
@cindyceemerson
@nltcny
@agueros_henry
@mig30m6
@mamab_l
@haywire1970
@tickelsurfancy
@macsmart31
@nycookie15
@paulajo41820905

Top Tweeters in G9:
@rickysi16087724
@vickie627
@lisawinslow
@ladyoftheocean1
@vincegottalotta
@politicspot
@medwoman1
@jencages
@katsimkhovitch
@ziggystardad

Top Tweeters in G10:
@teemyst
@unityfreedom
@nigel_waleazy
@ndimlounathi
@makawandie
@popodendere
@s_harudzibwi
@brian__jethro
@manzunzun
@lionel_sauro


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